Described herein are combination therapies for cancer (such as lymphoid malignancies) and immune diseases (such as autoimmune diseases and inflammatory diseases). The therapies comprise the combined use of inhibitors of BTK, mTOR kinase, and Bcl-2 or their signaling pathways, and immunomodulatory drugs. Also described are pharmaceutical compositions and kits comprising these inhibitors.